DocumentCode :
1286529
Title :
A Fast Optimization Method for Extension of Depth-of-Field in Three-Dimensional Task-Specific Imaging Systems
Author :
Bagheri, Saeed ; Kavehvash, Zahra ; Mehrany, Khashayar ; Javidi, Bahram
Author_Institution :
IBM Thomas J. Watson Res. Center, Yorktown Heights, NY, USA
Volume :
6
Issue :
10
fYear :
2010
Firstpage :
412
Lastpage :
421
Abstract :
In this paper, we present a novel approach to generate images of extended depth-of-field (DOF) to support realization of three-dimensional (3D) imaging systems such as integral imaging. In our approach in extending the DOF, we take advantage of the spatial frequency spectrum of the object specific to the task in hand. The pupil function is thus engineered in such a fashion that the modulation transfer function (MTF) is maximized only in these selected spatial frequencies. We extract these high energy spatial frequencies using the principal component analysis (PCA) method. Moreover, given the need for many pupil function engineering steps in 3D imaging systems, we have constructed an approximate expression for MTF to be used in the design of optimum amplitude and/or phase pupil filter. Moreover, we have optimized the DOF extension process with blocking the minimum possible area in the pupil plane. This maximizes the output image quality (e.g. 10% DOF improvement) compared to the existing methods where non-optimal blocking of the lens area may cause more degradation in output image quality. Experimental results are presented to illustrate our proposed approach .
Keywords :
image processing; optical transfer function; optimisation; principal component analysis; depth-of-field extension; high energy spatial frequency; modulation transfer function; optimization method; principal component analysis; pupil plane; spatial frequency spectrum; three dimensional imaging systems; three dimensional task specific imaging systems; Design engineering; Filters; Frequency; Frequency modulation; Image generation; Image quality; Imaging; Lenses; Optimization; Optimization methods; Power engineering and energy; Principal component analysis; Signal to noise ratio; Three dimensional displays; Transfer functions; Bio imaging; computational imaging; depth of field (DOF); pupil function engineering;
fLanguage :
English
Journal_Title :
Display Technology, Journal of
Publisher :
ieee
ISSN :
1551-319X
Type :
jour
DOI :
10.1109/JDT.2010.2049335
Filename :
5540323
Link To Document :
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